Patent
Platform independent plug-in methods and systems for data mining and analytics
TLDR
In this paper, the authors present methods, system, and apparatuses for generating and delivering analytic results for any simple or highly complex problem for which data exists that software or similar automated means can analyze.Abstract:
The present invention comprises methods, system, and apparatuses for generating and delivering analytic results for any simple or highly complex problem for which data exists that software or similar automated means can analyze. The present invention thus contemplates methods, systems, apparatuses, software, software processes, computer-readable medium, and/or data structures to enable performance of these and other features. In one embodiment, a method of the present invention comprises extracting and converting data using a data management component into a form usable by a data mining component, performing data mining to develop a model in response to a question or problem posed by a user.read more
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Patent
Dynamically deployable self configuring distributed network management system
TL;DR: In this paper, the authors describe system, software, and methods for managing networks of connected electronic devices, and present a set of management policies and applications that can be used to manage at least one aspect of the network's operation.
Patent
Systems and methods for providing a tagging interface for external content
TL;DR: In this paper, computer-implemented systems and methods are disclosed for providing a tagging interface for tagging external content, which can also provide an option to export the created tag to an internal database system.
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Computer-implemented systems and methods for comparing and associating objects
Mark Elliot,Allen Chang +1 more
TL;DR: In this paper, a method is provided for associating a first object with one or more objects within a plurality of objects, each object comprising a first plurality of properties, each property comprising data reflecting a characteristic of an entity represented by the object, the associated objects comprising matching data in corresponding properties for a second plurality of property.
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Systems and methods for analyzing performance of an entity
TL;DR: In this article, the authors presented a method for analyzing entity performance that includes receiving data associated with a geographic region and transforming the received data into an object model and then applying a prediction model to the plurality of sub-geographic regions using the object model to determine a predicted performance for at least one entity of a plurality of entities.
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Visual data importer
TL;DR: In this paper, a graphical user interface concurrently displays a first icon representing a first object type and a second icon that represents a second object type, and a graphical representation of the relationship type is displayed, visually linking the first icon to the second icon.
References
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Journal ArticleDOI
Random Forests
TL;DR: Internal estimates monitor error, strength, and correlation and these are used to show the response to increasing the number of features used in the forest, and are also applicable to regression.
Book
Data Mining: Practical Machine Learning Tools and Techniques
TL;DR: This highly anticipated third edition of the most acclaimed work on data mining and machine learning will teach you everything you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining.
Book
Data Mining
TL;DR: In this paper, generalized estimating equations (GEE) with computing using PROC GENMOD in SAS and multilevel analysis of clustered binary data using generalized linear mixed-effects models with PROC LOGISTIC are discussed.
Proceedings Article
The foundations of cost-sensitive learning
TL;DR: It is argued that changing the balance of negative and positive training examples has little effect on the classifiers produced by standard Bayesian and decision tree learning methods, and the recommended way of applying one of these methods is to learn a classifier from the training set and then to compute optimal decisions explicitly using the probability estimates given by the classifier.
Patent
System and methods for facilitating a linear grid database with data organization by dimension
TL;DR: In this paper, a system and methods for organizing and querying data within a linear grid management system is presented, where data having multiple dimensions are associated with physical locations, where a first dimension is associated with a node and a second dimension associated with the data storage identifier of a memory storage device.